| Presentation | 2013-07-19 Generalization of Noises in Differential Privacy Akihiro YAMANAKA, Ryo KIKUCHI, Dai IKARASHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this note we verify a sufficient condition of noises for satisfying Differential Privacy and introduce some new noises concretely. Furthermore we calculate percentiles of their noises for comparing the loss of data utilities before and behind adding noises. Finally, we conform the laplace noise has the smaller percentile than introduced noises, i.e. the Laplace noise is superior to other noises in terms of data utility. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Privacy preserving data mining / Differential Privacy / Data utility / Laplace noise |
| Paper # | ISEC2013-49,SITE2013-44,ICSS2013-54,EMM2013-51 |
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| Conference Information | |
| Committee | SITE |
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| Conference Date | 2013/7/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Social Implications of Technology and Information Ethics (SITE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Generalization of Noises in Differential Privacy |
| Sub Title (in English) | |
| Keyword(1) | Privacy preserving data mining |
| Keyword(2) | Differential Privacy |
| Keyword(3) | Data utility |
| Keyword(4) | Laplace noise |
| 1st Author's Name | Akihiro YAMANAKA |
| 1st Author's Affiliation | NTT Software Innovation Center() |
| 2nd Author's Name | Ryo KIKUCHI |
| 2nd Author's Affiliation | NTT Secure Platform Laboratory |
| 3rd Author's Name | Dai IKARASHI |
| 3rd Author's Affiliation | NTT Secure Platform Laboratory |
| Date | 2013-07-19 |
| Paper # | ISEC2013-49,SITE2013-44,ICSS2013-54,EMM2013-51 |
| Volume (vol) | vol.113 |
| Number (no) | 136 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |